This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 26.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 27.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 35.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 36.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2447552

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.13 while 0.87 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

1

1

0.429

0.424

0.190

0.686

1.132

0.129

0.039

CSEO

p_pelagic

11

1

2

0.364

0.353

0.152

0.624

1.174

0.125

0.088

CSEO

p_pelagic

11

10

1

0.434

0.430

0.186

0.700

1.182

0.135

0.030

CSEO

p_pelagic

11

10

2

0.367

0.359

0.147

0.636

1.157

0.127

0.063

CSEO

p_pelagic

11

11

1

0.432

0.430

0.191

0.684

1.146

0.129

0.015

CSEO

p_pelagic

11

11

2

0.363

0.356

0.153

0.623

1.121

0.122

0.057

CSEO

p_pelagic

11

12

1

0.434

0.432

0.195

0.694

1.142

0.130

0.015

CSEO

p_pelagic

11

12

2

0.368

0.359

0.152

0.625

1.142

0.124

0.073

CSEO

p_pelagic

11

13

1

0.438

0.434

0.205

0.693

1.121

0.129

0.031

CSEO

p_pelagic

11

13

2

0.369

0.358

0.153

0.626

1.149

0.125

0.088

CSEO

p_pelagic

11

14

1

0.434

0.429

0.200

0.695

1.127

0.130

0.038

CSEO

p_pelagic

11

14

2

0.367

0.357

0.151

0.626

1.155

0.123

0.081

CSEO

p_pelagic

11

15

1

0.432

0.428

0.199

0.692

1.138

0.130

0.031

CSEO

p_pelagic

11

15

2

0.371

0.366

0.160

0.627

1.151

0.124

0.040

CSEO

p_pelagic

11

16

1

0.434

0.430

0.196

0.685

1.144

0.129

0.031

CSEO

p_pelagic

11

16

2

0.367

0.354

0.154

0.635

1.129

0.125

0.104

CSEO

p_pelagic

11

17

1

0.437

0.434

0.195

0.694

1.142

0.130

0.023

CSEO

p_pelagic

11

17

2

0.366

0.357

0.150

0.632

1.119

0.125

0.072

CSEO

p_pelagic

11

18

1

0.432

0.426

0.196

0.696

1.133

0.132

0.046

CSEO

p_pelagic

11

18

2

0.369

0.362

0.158

0.628

1.136

0.123

0.057

CSEO

p_pelagic

11

19

1

0.436

0.432

0.200

0.694

1.090

0.128

0.031

CSEO

p_pelagic

11

19

2

0.374

0.367

0.158

0.634

1.119

0.124

0.057

CSEO

p_pelagic

11

2

1

0.432

0.427

0.186

0.680

1.166

0.129

0.039

CSEO

p_pelagic

11

2

2

0.365

0.355

0.152

0.639

1.183

0.125

0.080

CSEO

p_pelagic

11

20

1

0.440

0.441

0.203

0.695

1.106

0.130

-0.008

CSEO

p_pelagic

11

20

2

0.370

0.362

0.159

0.628

1.104

0.121

0.066

CSEO

p_pelagic

11

21

1

0.439

0.436

0.208

0.697

1.079

0.128

0.024

CSEO

p_pelagic

11

21

2

0.375

0.367

0.155

0.630

1.088

0.123

0.065

CSEO

p_pelagic

11

22

2

0.379

0.369

0.163

0.631

1.067

0.123

0.081

CSEO

p_pelagic

11

23

2

0.416

0.407

0.204

0.665

1.047

0.121

0.074

CSEO

p_pelagic

11

3

1

0.434

0.430

0.195

0.690

1.161

0.130

0.031

CSEO

p_pelagic

11

3

2

0.364

0.353

0.154

0.620

1.130

0.124

0.089

CSEO

p_pelagic

11

4

1

0.432

0.428

0.195

0.691

1.141

0.130

0.031

CSEO

p_pelagic

11

4

2

0.364

0.354

0.146

0.630

1.159

0.127

0.079

CSEO

p_pelagic

11

5

1

0.428

0.423

0.195

0.686

1.159

0.131

0.038

CSEO

p_pelagic

11

5

2

0.363

0.355

0.151

0.622

1.147

0.121

0.066

CSEO

p_pelagic

11

6

1

0.435

0.432

0.204

0.698

1.140

0.131

0.023

CSEO

p_pelagic

11

6

2

0.363

0.358

0.152

0.620

1.165

0.123

0.041

CSEO

p_pelagic

11

7

1

0.428

0.424

0.190

0.681

1.117

0.129

0.031

CSEO

p_pelagic

11

7

2

0.364

0.352

0.151

0.627

1.159

0.124

0.097

CSEO

p_pelagic

11

8

1

0.431

0.427

0.197

0.689

1.133

0.130

0.031

CSEO

p_pelagic

11

8

2

0.365

0.356

0.150

0.621

1.128

0.125

0.072

CSEO

p_slope

11

8

2

0.096

0.072

0.013

0.330

1.014

0.083

0.288

CSEO

p_pelagic

11

9

1

0.433

0.428

0.191

0.692

1.152

0.131

0.038

CSEO

p_pelagic

11

9

2

0.368

0.359

0.154

0.632

1.140

0.124

0.073

CSEO

p_yellow

12

1

2

0.136

0.107

0.032

0.462

1.016

0.117

0.249

EWYKT

p_yellow

12

10

2

0.138

0.110

0.031

0.422

1.014

0.113

0.247

EWYKT

p_yellow

12

11

1

0.313

0.286

0.108

0.700

1.010

0.150

0.180

EWYKT

p_yellow

12

11

2

0.137

0.108

0.031

0.447

1.021

0.115

0.252

EWYKT

p_yellow

12

13

2

0.135

0.108

0.031

0.419

1.018

0.111

0.243

EWYKT

p_yellow

12

14

2

0.135

0.108

0.032

0.418

1.019

0.110

0.246

EWYKT

p_yellow

12

15

2

0.135

0.107

0.031

0.423

1.019

0.113

0.248

EWYKT

p_yellow

12

16

2

0.138

0.107

0.033

0.436

1.015

0.114

0.271

EWYKT

p_yellow

12

17

2

0.136

0.107

0.031

0.431

1.016

0.115

0.252

EWYKT

p_yellow

12

18

2

0.136

0.105

0.032

0.399

1.017

0.113

0.275

EWYKT

p_yellow

12

19

2

0.138

0.108

0.030

0.422

1.016

0.115

0.260

EWYKT

p_yellow

12

2

2

0.135

0.106

0.032

0.433

1.011

0.112

0.258

EWYKT

p_yellow

12

20

2

0.137

0.107

0.032

0.432

1.014

0.112

0.267

EWYKT

p_yellow

12

21

2

0.137

0.109

0.032

0.411

1.019

0.111

0.251

EWYKT

p_yellow

12

22

2

0.136

0.107

0.032

0.416

1.020

0.114

0.255

EWYKT

p_yellow

12

23

2

0.140

0.110

0.034

0.430

1.015

0.115

0.261

EWYKT

p_yellow

12

24

2

0.140

0.112

0.031

0.427

1.023

0.114

0.246

EWYKT

p_yellow

12

25

2

0.141

0.110

0.032

0.449

1.011

0.118

0.263

EWYKT

p_yellow

12

26

2

0.141

0.111

0.030

0.430

1.013

0.117

0.256

EWYKT

p_yellow

12

28

2

0.135

0.109

0.030

0.387

1.015

0.107

0.244

EWYKT

p_yellow

12

29

2

0.129

0.108

0.031

0.343

1.014

0.091

0.231

EWYKT

p_yellow

12

3

2

0.135

0.106

0.032

0.418

1.015

0.115

0.252

EWYKT

p_yellow

12

4

2

0.138

0.109

0.032

0.463

1.018

0.117

0.247

EWYKT

p_yellow

12

5

2

0.136

0.108

0.031

0.420

1.011

0.113

0.248

EWYKT

p_yellow

12

6

2

0.138

0.107

0.032

0.480

1.016

0.117

0.265

EWYKT

p_yellow

12

7

2

0.137

0.108

0.032

0.428

1.012

0.115

0.252

EWYKT

p_yellow

12

8

2

0.135

0.105

0.031

0.450

1.015

0.115

0.261

EWYKT

p_yellow

12

9

2

0.138

0.109

0.031

0.420

1.011

0.113

0.258

EWYKT

p_pelagic

13

1

1

0.434

0.430

0.175

0.711

1.054

0.144

0.028

NSEI

p_pelagic

13

1

2

0.205

0.189

0.058

0.433

1.052

0.099

0.162

NSEI

p_yellow

13

1

1

0.747

0.768

0.452

0.939

1.034

0.128

-0.164

NSEI

p_yellow

13

1

2

0.672

0.687

0.348

0.908

1.041

0.148

-0.102

NSEI

p_pelagic

13

10

1

0.445

0.447

0.181

0.716

1.039

0.139

-0.014

NSEI

p_pelagic

13

10

2

0.213

0.198

0.064

0.455

1.043

0.100

0.150

NSEI

p_yellow

13

10

1

0.745

0.764

0.450

0.940

1.045

0.130

-0.146

NSEI

p_yellow

13

10

2

0.673

0.688

0.340

0.912

1.042

0.150

-0.100

NSEI

p_pelagic

13

11

1

0.442

0.435

0.187

0.723

1.055

0.140

0.050

NSEI

p_pelagic

13

11

2

0.214

0.199

0.066

0.431

1.039

0.097

0.155

NSEI

p_yellow

13

11

1

0.746

0.770

0.446

0.938

1.041

0.130

-0.184

NSEI

p_yellow

13

11

2

0.676

0.692

0.355

0.909

1.040

0.146

-0.109

NSEI

p_pelagic

13

12

1

0.442

0.437

0.189

0.706

1.049

0.136

0.037

NSEI

p_pelagic

13

12

2

0.212

0.195

0.067

0.446

1.039

0.099

0.171

NSEI

p_yellow

13

12

1

0.743

0.762

0.444

0.941

1.042

0.132

-0.144

NSEI

p_yellow

13

12

2

0.672

0.686

0.351

0.912

1.029

0.148

-0.094

NSEI

p_pelagic

13

13

1

0.441

0.438

0.185

0.717

1.037

0.138

0.022

NSEI

p_pelagic

13

13

2

0.213

0.199

0.071

0.436

1.041

0.097

0.144

NSEI

p_yellow

13

13

1

0.746

0.764

0.441

0.937

1.038

0.130

-0.139

NSEI

p_yellow

13

13

2

0.674

0.690

0.355

0.915

1.048

0.150

-0.107

NSEI

p_pelagic

13

14

1

0.441

0.437

0.188

0.715

1.041

0.137

0.029

NSEI

p_pelagic

13

14

2

0.214

0.200

0.065

0.439

1.030

0.097

0.144

NSEI

p_yellow

13

14

1

0.745

0.765

0.449

0.936

1.030

0.128

-0.156

NSEI

p_yellow

13

14

2

0.675

0.689

0.368

0.909

1.044

0.147

-0.095

NSEI

p_pelagic

13

15

1

0.450

0.446

0.201

0.724

1.047

0.137

0.029

NSEI

p_pelagic

13

15

2

0.218

0.205

0.072

0.443

1.044

0.098

0.133

NSEI

p_yellow

13

15

1

0.742

0.762

0.444

0.937

1.047

0.132

-0.152

NSEI

p_yellow

13

15

2

0.673

0.690

0.340

0.911

1.043

0.151

-0.112

NSEI

p_pelagic

13

16

1

0.451

0.452

0.195

0.717

1.035

0.138

-0.007

NSEI

p_pelagic

13

16

2

0.217

0.201

0.073

0.442

1.038

0.096

0.166

NSEI

p_yellow

13

16

1

0.744

0.763

0.449

0.934

1.034

0.127

-0.149

NSEI

p_yellow

13

16

2

0.670

0.687

0.357

0.907

1.030

0.148

-0.115

NSEI

p_pelagic

13

17

1

0.453

0.449

0.201

0.718

1.025

0.136

0.030

NSEI

p_pelagic

13

17

2

0.214

0.201

0.074

0.433

1.029

0.094

0.139

NSEI

p_yellow

13

17

1

0.739

0.757

0.437

0.936

1.045

0.131

-0.138

NSEI

p_yellow

13

17

2

0.674

0.690

0.354

0.910

1.043

0.148

-0.108

NSEI

p_pelagic

13

18

1

0.453

0.449

0.214

0.711

1.027

0.133

0.030

NSEI

p_pelagic

13

18

2

0.222

0.206

0.077

0.455

1.041

0.099

0.161

NSEI

p_yellow

13

18

1

0.745

0.769

0.454

0.934

1.036

0.128

-0.187

NSEI

p_yellow

13

18

2

0.670

0.687

0.353

0.906

1.036

0.146

-0.117

NSEI

p_pelagic

13

19

1

0.458

0.461

0.210

0.714

1.022

0.132

-0.023

NSEI

p_pelagic

13

19

2

0.221

0.211

0.074

0.436

1.033

0.095

0.105

NSEI

p_yellow

13

19

1

0.743

0.762

0.450

0.932

1.027

0.126

-0.151

NSEI

p_yellow

13

19

2

0.670

0.682

0.363

0.907

1.042

0.146

-0.082

NSEI

p_pelagic

13

2

1

0.434

0.431

0.175

0.707

1.046

0.142

0.021

NSEI

p_pelagic

13

2

2

0.208

0.192

0.063

0.437

1.042

0.099

0.161

NSEI

p_yellow

13

2

1

0.743

0.763

0.432

0.941

1.041

0.133

-0.151

NSEI

p_yellow

13

2

2

0.671

0.684

0.354

0.909

1.038

0.149

-0.087

NSEI

p_pelagic

13

20

1

0.465

0.462

0.221

0.718

1.031

0.131

0.023

NSEI

p_pelagic

13

20

2

0.224

0.209

0.081

0.460

1.020

0.096

0.157

NSEI

p_yellow

13

20

1

0.743

0.762

0.450

0.930

1.042

0.127

-0.149

NSEI

p_yellow

13

20

2

0.670

0.687

0.345

0.906

1.025

0.146

-0.116

NSEI

p_pelagic

13

21

1

0.464

0.456

0.231

0.723

1.027

0.128

0.062

NSEI

p_pelagic

13

21

2

0.226

0.211

0.084

0.442

1.029

0.096

0.157

NSEI

p_yellow

13

21

1

0.738

0.758

0.434

0.928

1.030

0.129

-0.155

NSEI

p_yellow

13

21

2

0.667

0.680

0.358

0.903

1.037

0.145

-0.090

NSEI

p_pelagic

13

22

2

0.228

0.213

0.085

0.444

1.016

0.095

0.158

NSEI

p_yellow

13

22

1

0.735

0.755

0.444

0.926

1.027

0.127

-0.157

NSEI

p_yellow

13

22

2

0.663

0.680

0.348

0.893

1.020

0.145

-0.117

NSEI

p_pelagic

13

23

2

0.129

0.119

0.048

0.263

1.010

0.057

0.176

NSEI

p_yellow

13

23

1

0.694

0.711

0.393

0.903

1.026

0.137

-0.124

NSEI

p_yellow

13

23

2

0.713

0.730

0.415

0.917

1.021

0.133

-0.128

NSEI

p_yellow

13

25

1

0.802

0.812

0.629

0.919

1.014

0.073

-0.136

NSEI

p_pelagic

13

3

1

0.438

0.436

0.174

0.713

1.060

0.143

0.014

NSEI

p_pelagic

13

3

2

0.208

0.192

0.062

0.438

1.050

0.100

0.160

NSEI

p_yellow

13

3

1

0.743

0.763

0.435

0.937

1.033

0.133

-0.151

NSEI

p_yellow

13

3

2

0.675

0.689

0.353

0.913

1.043

0.148

-0.095

NSEI

p_pelagic

13

4

1

0.434

0.428

0.183

0.716

1.045

0.142

0.042

NSEI

p_pelagic

13

4

2

0.208

0.191

0.062

0.435

1.047

0.098

0.173

NSEI

p_yellow

13

4

1

0.744

0.762

0.447

0.941

1.040

0.132

-0.136

NSEI

p_yellow

13

4

2

0.676

0.692

0.353

0.915

1.038

0.149

-0.108

NSEI

p_black

13

4

1

0.789

0.833

0.370

0.977

1.013

0.164

-0.269

NSEI

p_pelagic

13

5

1

0.436

0.435

0.178

0.716

1.057

0.142

0.007

NSEI

p_pelagic

13

5

2

0.206

0.189

0.062

0.434

1.055

0.098

0.174

NSEI

p_yellow

13

5

1

0.743

0.764

0.447

0.938

1.053

0.131

-0.160

NSEI

p_yellow

13

5

2

0.676

0.690

0.361

0.913

1.048

0.147

-0.095

NSEI

p_pelagic

13

6

1

0.435

0.434

0.176

0.716

1.057

0.143

0.007

NSEI

p_pelagic

13

6

2

0.207

0.190

0.062

0.443

1.053

0.099

0.171

NSEI

p_yellow

13

6

1

0.743

0.760

0.445

0.935

1.052

0.129

-0.132

NSEI

p_yellow

13

6

2

0.674

0.688

0.355

0.917

1.044

0.150

-0.094

NSEI

p_pelagic

13

7

1

0.440

0.438

0.183

0.711

1.044

0.140

0.014

NSEI

p_pelagic

13

7

2

0.211

0.195

0.064

0.438

1.044

0.099

0.161

NSEI

p_yellow

13

7

1

0.744

0.764

0.455

0.939

1.055

0.129

-0.155

NSEI

p_yellow

13

7

2

0.674

0.691

0.352

0.911

1.047

0.151

-0.113

NSEI

p_pelagic

13

8

1

0.438

0.439

0.178

0.701

1.058

0.139

-0.007

NSEI

p_pelagic

13

8

2

0.210

0.194

0.063

0.439

1.050

0.099

0.162

NSEI

p_yellow

13

8

1

0.743

0.762

0.444

0.936

1.051

0.129

-0.148

NSEI

p_yellow

13

8

2

0.672

0.685

0.339

0.915

1.040

0.150

-0.087

NSEI

p_pelagic

13

9

1

0.441

0.435

0.186

0.723

1.041

0.142

0.042

NSEI

p_pelagic

13

9

2

0.209

0.193

0.065

0.442

1.056

0.100

0.161

NSEI

p_yellow

13

9

1

0.744

0.765

0.453

0.937

1.044

0.128

-0.164

NSEI

p_yellow

13

9

2

0.673

0.688

0.346

0.919

1.039

0.151

-0.099

NSEI

p_pelagic

14

1

2

0.424

0.418

0.198

0.678

1.014

0.126

0.048

NSEO

p_pelagic

14

10

2

0.422

0.417

0.185

0.681

1.011

0.126

0.040

NSEO

p_pelagic

14

11

1

0.445

0.442

0.219

0.681

1.010

0.121

0.025

NSEO

p_pelagic

14

12

2

0.427

0.423

0.207

0.684

1.014

0.123

0.032

NSEO

p_pelagic

14

13

2

0.422

0.416

0.195

0.668

1.016

0.123

0.049

NSEO

p_pelagic

14

15

2

0.425

0.420

0.196

0.681

1.012

0.126

0.040

NSEO

p_pelagic

14

16

1

0.442

0.438

0.214

0.688

1.011

0.126

0.032

NSEO

p_pelagic

14

17

2

0.423

0.419

0.195

0.686

1.018

0.126

0.032

NSEO

p_pelagic

14

19

2

0.425

0.420

0.204

0.672

1.013

0.124

0.040

NSEO

p_pelagic

14

21

2

0.427

0.419

0.199

0.676

1.012

0.125

0.064

NSEO

p_pelagic

14

3

2

0.420

0.411

0.202

0.669

1.013

0.124

0.072

NSEO

p_pelagic

14

4

1

0.444

0.436

0.216

0.700

1.011

0.125

0.064

NSEO

p_pelagic

14

4

2

0.425

0.420

0.201

0.677

1.010

0.124

0.040

NSEO

p_dsr

14

44

1

0.082

0.064

0.014

0.268

1.038

0.065

0.276

NSEO

p_pelagic

14

8

1

0.441

0.436

0.217

0.684

1.011

0.123

0.041

NSEO

p_pelagic

14

9

1

0.442

0.441

0.214

0.686

1.010

0.123

0.008

NSEO

p_yellow

15

1

1

0.410

0.401

0.167

0.701

1.012

0.141

0.064

SSEI

p_yellow

15

1

2

0.403

0.395

0.155

0.693

1.011

0.144

0.056

SSEI

p_yellow

15

10

1

0.412

0.402

0.156

0.704

1.015

0.146

0.069

SSEI

p_yellow

15

10

2

0.400

0.388

0.156

0.703

1.013

0.143

0.084

SSEI

p_yellow

15

11

1

0.413

0.405

0.158

0.709

1.018

0.146

0.055

SSEI

p_yellow

15

11

2

0.402

0.394

0.153

0.688

1.015

0.143

0.056

SSEI

p_yellow

15

12

1

0.412

0.403

0.159

0.711

1.014

0.147

0.061

SSEI

p_yellow

15

12

2

0.401

0.391

0.151

0.694

1.010

0.144

0.069

SSEI

p_yellow

15

13

1

0.409

0.402

0.164

0.706

1.011

0.142

0.049

SSEI

p_yellow

15

13

2

0.402

0.392

0.150

0.692

1.020

0.143

0.070

SSEI

p_yellow

15

14

1

0.412

0.407

0.165

0.705

1.017

0.141

0.036

SSEI

p_yellow

15

14

2

0.401

0.390

0.162

0.697

1.020

0.143

0.077

SSEI

p_yellow

15

15

2

0.404

0.396

0.158

0.705

1.022

0.142

0.056

SSEI

p_yellow

15

16

1

0.410

0.405

0.161

0.696

1.012

0.143

0.035

SSEI

p_yellow

15

16

2

0.400

0.394

0.155

0.688

1.024

0.140

0.043

SSEI

p_yellow

15

17

1

0.410

0.402

0.160

0.707

1.026

0.145

0.055

SSEI

p_yellow

15

17

2

0.401

0.391

0.160

0.701

1.014

0.143

0.070

SSEI

p_yellow

15

18

1

0.415

0.408

0.164

0.699

1.010

0.142

0.049

SSEI

p_yellow

15

18

2

0.400

0.391

0.155

0.697

1.013

0.142

0.063

SSEI

p_yellow

15

2

1

0.411

0.399

0.161

0.713

1.011

0.144

0.083

SSEI

p_yellow

15

2

2

0.407

0.397

0.165

0.695

1.015

0.141

0.071

SSEI

p_yellow

15

20

1

0.408

0.400

0.163

0.709

1.016

0.144

0.056

SSEI

p_yellow

15

20

2

0.401

0.390

0.159

0.704

1.010

0.143

0.077

SSEI

p_yellow

15

21

1

0.414

0.405

0.161

0.716

1.014

0.145

0.062

SSEI

p_yellow

15

21

2

0.402

0.394

0.157

0.691

1.017

0.141

0.057

SSEI

p_yellow

15

22

2

0.406

0.396

0.161

0.692

1.014

0.138

0.072

SSEI

p_yellow

15

23

1

0.339

0.325

0.117

0.636

1.021

0.136

0.103

SSEI

p_yellow

15

23

2

0.492

0.490

0.207

0.783

1.011

0.151

0.013

SSEI

p_slope

15

24

1

0.250

0.217

0.046

0.611

1.010

0.151

0.218

SSEI

p_yellow

15

3

1

0.411

0.404

0.162

0.708

1.013

0.143

0.049

SSEI

p_yellow

15

4

1

0.412

0.404

0.163

0.707

1.023

0.142

0.056

SSEI

p_yellow

15

5

1

0.413

0.406

0.162

0.717

1.019

0.142

0.049

SSEI

p_yellow

15

6

1

0.411

0.403

0.155

0.701

1.013

0.143

0.056

SSEI

p_yellow

15

6

2

0.405

0.391

0.156

0.704

1.010

0.145

0.097

SSEI

p_yellow

15

7

2

0.404

0.391

0.155

0.708

1.010

0.145

0.090

SSEI

p_yellow

15

8

1

0.414

0.404

0.160

0.710

1.013

0.146

0.069

SSEI

p_yellow

15

9

1

0.411

0.399

0.159

0.711

1.012

0.145

0.083

SSEI

p_pelagic

16

1

1

0.415

0.412

0.170

0.671

1.027

0.132

0.023

SSEO

p_pelagic

16

1

2

0.398

0.392

0.165

0.657

1.032

0.132

0.046

SSEO

p_pelagic

16

10

1

0.424

0.422

0.182

0.685

1.028

0.132

0.015

SSEO

p_pelagic

16

10

2

0.398

0.392

0.165

0.660

1.035

0.129

0.046

SSEO

p_pelagic

16

11

1

0.421

0.416

0.184

0.684

1.027

0.133

0.038

SSEO

p_pelagic

16

11

2

0.399

0.392

0.165

0.675

1.030

0.132

0.053

SSEO

p_pelagic

16

12

1

0.422

0.421

0.179

0.689

1.029

0.132

0.008

SSEO

p_pelagic

16

12

2

0.402

0.399

0.162

0.663

1.033

0.131

0.023

SSEO

p_pelagic

16

13

1

0.422

0.418

0.182

0.678

1.035

0.129

0.031

SSEO

p_pelagic

16

13

2

0.398

0.394

0.160

0.658

1.022

0.131

0.031

SSEO

p_slope

16

13

1

0.087

0.065

0.012

0.293

1.011

0.076

0.291

SSEO

p_pelagic

16

14

1

0.421

0.415

0.180

0.688

1.029

0.133

0.045

SSEO

p_pelagic

16

14

2

0.400

0.395

0.174

0.666

1.035

0.128

0.039

SSEO

p_pelagic

16

15

1

0.424

0.418

0.184

0.683

1.020

0.130

0.046

SSEO

p_pelagic

16

15

2

0.401

0.399

0.166

0.666

1.029

0.131

0.015

SSEO

p_pelagic

16

16

1

0.424

0.420

0.189

0.681

1.040

0.130

0.031

SSEO

p_pelagic

16

16

2

0.405

0.397

0.166

0.664

1.032

0.129

0.062

SSEO

p_pelagic

16

17

1

0.429

0.422

0.189

0.685

1.030

0.130

0.054

SSEO

p_pelagic

16

17

2

0.405

0.396

0.169

0.671

1.020

0.130

0.069

SSEO

p_pelagic

16

18

1

0.427

0.425

0.189

0.679

1.024

0.130

0.015

SSEO

p_pelagic

16

18

2

0.403

0.399

0.174

0.669

1.029

0.128

0.031

SSEO

p_pelagic

16

19

1

0.433

0.431

0.191

0.678

1.022

0.127

0.016

SSEO

p_pelagic

16

19

2

0.411

0.405

0.184

0.672

1.018

0.126

0.048

SSEO

p_pelagic

16

2

1

0.422

0.418

0.175

0.682

1.035

0.132

0.030

SSEO

p_pelagic

16

2

2

0.399

0.394

0.159

0.673

1.039

0.132

0.038

SSEO

p_pelagic

16

20

1

0.434

0.432

0.198

0.688

1.027

0.128

0.016

SSEO

p_pelagic

16

20

2

0.409

0.403

0.182

0.667

1.016

0.127

0.047

SSEO

p_pelagic

16

21

1

0.438

0.435

0.211

0.695

1.013

0.127

0.024

SSEO

p_pelagic

16

21

2

0.416

0.413

0.185

0.672

1.019

0.128

0.023

SSEO

p_pelagic

16

22

2

0.415

0.408

0.190

0.663

1.011

0.123

0.057

SSEO

p_pelagic

16

23

2

0.315

0.304

0.127

0.557

1.019

0.113

0.097

SSEO

p_slope

16

24

1

0.116

0.087

0.029

0.347

1.014

0.078

0.370

SSEO

p_slope

16

27

1

0.144

0.114

0.066

0.367

1.019

0.077

0.392

SSEO

p_slope

16

28

1

0.111

0.082

0.039

0.314

1.011

0.072

0.402

SSEO

p_slope

16

29

1

0.119

0.087

0.050

0.312

1.013

0.071

0.448

SSEO

p_pelagic

16

3

1

0.420

0.418

0.177

0.689

1.029

0.134

0.015

SSEO

p_pelagic

16

3

2

0.392

0.390

0.154

0.659

1.034

0.133

0.015

SSEO

p_pelagic

16

4

1

0.417

0.413

0.171

0.684

1.026

0.132

0.030

SSEO

p_pelagic

16

4

2

0.394

0.390

0.163

0.665

1.038

0.131

0.031

SSEO

p_pelagic

16

5

1

0.419

0.414

0.180

0.681

1.026

0.132

0.038

SSEO

p_pelagic

16

5

2

0.398

0.393

0.158

0.668

1.030

0.133

0.038

SSEO

p_pelagic

16

6

1

0.420

0.419

0.168

0.679

1.037

0.133

0.008

SSEO

p_pelagic

16

6

2

0.398

0.391

0.157

0.662

1.038

0.132

0.053

SSEO

p_pelagic

16

7

1

0.421

0.419

0.171

0.688

1.033

0.134

0.015

SSEO

p_pelagic

16

7

2

0.399

0.395

0.156

0.668

1.044

0.131

0.030

SSEO

p_pelagic

16

8

1

0.421

0.416

0.179

0.685

1.025

0.132

0.038

SSEO

p_pelagic

16

8

2

0.395

0.391

0.156

0.673

1.038

0.133

0.030

SSEO

p_pelagic

16

9

1

0.421

0.418

0.169

0.687

1.026

0.135

0.022

SSEO

p_pelagic

16

9

2

0.398

0.391

0.165

0.665

1.037

0.131

0.053

SSEO

p_pelagic

3

1

1

0.529

0.534

0.277

0.768

1.028

0.127

-0.039

PWSI

p_pelagic

3

1

2

0.175

0.163

0.058

0.372

1.041

0.081

0.148

PWSI

p_pelagic

3

10

1

0.524

0.528

0.270

0.773

1.028

0.133

-0.030

PWSI

p_pelagic

3

10

2

0.175

0.164

0.058

0.368

1.037

0.080

0.138

PWSI

p_pelagic

3

11

1

0.527

0.529

0.270

0.767

1.039

0.129

-0.015

PWSI

p_pelagic

3

11

2

0.176

0.162

0.059

0.371

1.032

0.081

0.172

PWSI

p_pelagic

3

12

1

0.526

0.528

0.272

0.771

1.033

0.130

-0.015

PWSI

p_pelagic

3

12

2

0.173

0.159

0.059

0.372

1.046

0.081

0.172

PWSI

p_pelagic

3

13

1

0.526

0.528

0.274

0.768

1.034

0.131

-0.015

PWSI

p_pelagic

3

13

2

0.174

0.162

0.059

0.364

1.033

0.079

0.153

PWSI

p_pelagic

3

14

1

0.528

0.528

0.273

0.765

1.041

0.129

0.000

PWSI

p_pelagic

3

14

2

0.175

0.162

0.059

0.365

1.040

0.079

0.164

PWSI

p_pelagic

3

15

1

0.530

0.535

0.275

0.774

1.020

0.130

-0.038

PWSI

p_pelagic

3

15

2

0.175

0.160

0.059

0.374

1.019

0.081

0.186

PWSI

p_pelagic

3

16

1

0.529

0.532

0.274

0.766

1.016

0.130

-0.023

PWSI

p_pelagic

3

16

2

0.179

0.166

0.063

0.360

1.040

0.079

0.164

PWSI

p_pelagic

3

17

1

0.531

0.529

0.281

0.770

1.016

0.129

0.016

PWSI

p_pelagic

3

17

2

0.177

0.165

0.061

0.377

1.034

0.081

0.148

PWSI

p_pelagic

3

18

1

0.531

0.535

0.278

0.767

1.022

0.130

-0.031

PWSI

p_pelagic

3

18

2

0.178

0.165

0.060

0.366

1.018

0.079

0.164

PWSI

p_pelagic

3

19

1

0.534

0.538

0.285

0.772

1.017

0.127

-0.031

PWSI

p_pelagic

3

19

2

0.179

0.167

0.063

0.367

1.027

0.079

0.152

PWSI

p_pelagic

3

2

1

0.527

0.530

0.270

0.769

1.039

0.130

-0.023

PWSI

p_pelagic

3

2

2

0.175

0.161

0.060

0.372

1.024

0.081

0.173

PWSI

p_pelagic

3

20

1

0.453

0.453

0.318

0.588

1.010

0.069

0.000

PWSI

p_pelagic

3

3

1

0.526

0.528

0.258

0.770

1.047

0.133

-0.015

PWSI

p_pelagic

3

3

2

0.175

0.162

0.059

0.376

1.032

0.081

0.161

PWSI

p_pelagic

3

4

1

0.528

0.529

0.277

0.783

1.031

0.132

-0.008

PWSI

p_pelagic

3

4

2

0.175

0.159

0.061

0.367

1.033

0.082

0.195

PWSI

p_pelagic

3

5

1

0.523

0.526

0.273

0.766

1.031

0.130

-0.023

PWSI

p_pelagic

3

5

2

0.176

0.161

0.060

0.367

1.019

0.080

0.187

PWSI

p_pelagic

3

6

1

0.524

0.527

0.262

0.769

1.049

0.134

-0.022

PWSI

p_pelagic

3

6

2

0.176

0.163

0.058

0.375

1.037

0.081

0.161

PWSI

p_pelagic

3

7

1

0.524

0.526

0.266

0.768

1.037

0.132

-0.015

PWSI

p_pelagic

3

7

2

0.177

0.163

0.058

0.368

1.021

0.081

0.173

PWSI

p_pelagic

3

8

1

0.526

0.527

0.262

0.774

1.033

0.133

-0.008

PWSI

p_pelagic

3

8

2

0.177

0.165

0.057

0.372

1.030

0.082

0.147

PWSI

p_pelagic

3

9

1

0.523

0.526

0.264

0.772

1.044

0.133

-0.023

PWSI

p_pelagic

3

9

2

0.174

0.160

0.061

0.368

1.020

0.080

0.175

PWSI

p_yellow

4

1

2

0.872

0.889

0.683

0.976

1.010

0.078

-0.217

PWSO

p_yellow

4

12

2

0.873

0.890

0.676

0.971

1.011

0.077

-0.222

PWSO

p_yellow

4

14

2

0.876

0.893

0.686

0.972

1.012

0.074

-0.229

PWSO

p_pelagic

4

16

2

0.535

0.536

0.286

0.782

1.012

0.129

-0.008

PWSO

p_yellow

4

16

1

0.878

0.893

0.698

0.971

1.011

0.071

-0.212

PWSO

p_yellow

4

17

1

0.877

0.891

0.691

0.970

1.012

0.073

-0.193

PWSO

p_yellow

4

17

2

0.871

0.888

0.678

0.968

1.013

0.077

-0.221

PWSO

p_pelagic

4

25

2

0.598

0.599

0.482

0.711

1.011

0.058

-0.017

PWSO

p_pelagic

4

4

2

0.535

0.536

0.281

0.771

1.010

0.130

-0.008

PWSO

p_yellow

4

5

2

0.876

0.893

0.694

0.971

1.011

0.074

-0.229

PWSO

p_yellow

4

7

2

0.875

0.891

0.683

0.973

1.012

0.076

-0.211

PWSO

p_yellow

4

8

2

0.875

0.891

0.690

0.972

1.014

0.074

-0.215

PWSO

p_black

8

11

1

0.688

0.727

0.221

0.959

1.014

0.202

-0.193

afognak

p_black

8

15

1

0.692

0.734

0.223

0.962

1.011

0.200

-0.210

afognak

p_black

8

37

1

0.542

0.393

0.316

0.980

3.607

0.264

0.563

afognak

p_black

8

40

1

0.491

0.416

0.344

0.965

1.078

0.196

0.383

afognak

p_black

8

48

1

0.598

0.505

0.410

0.980

1.087

0.201

0.463

afognak

p_black

8

5

1

0.688

0.730

0.225

0.960

1.014

0.201

-0.209

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

mu_beta0_pH

1

1

0.689

0.722

-0.576

1.785

1.253

0.600

-0.055

CI

tau_beta0_pH

1

1

7.812

3.287

0.133

49.242

1.119

13.064

0.346

CI

mu_beta1_pH

1

1

3.052

2.797

1.355

6.122

1.515

1.344

0.190

CI

beta0_pH

1

1

0.317

0.388

-0.272

0.735

1.967

0.287

-0.248

CI

beta1_pH

1

1

3.441

3.024

2.140

7.313

2.085

1.246

0.335

CI

beta2_pH

1

1

0.572

0.458

0.179

1.746

1.692

0.428

0.266

CI

beta3_pH

1

1

35.663

35.373

33.000

40.768

1.444

1.885

0.154

CI

beta4_pH

10

4

4.451

0.428

0.008

19.630

1.284

94.738

0.042

northeast

beta4_pH

10

5

8.348

0.376

0.008

17.742

1.269

256.222

0.031

northeast

beta0_pH

11

1

0.440

0.448

-0.072

0.854

1.533

0.251

-0.032

CSEO

beta0_pH

11

4

0.511

0.524

-0.444

1.406

1.121

0.452

-0.029

CSEO

beta1_pH

11

1

2.362

2.487

1.231

3.402

3.611

0.621

-0.201

CSEO

beta2_pH

11

1

-0.577

0.474

-5.543

1.342

4.004

2.026

-0.519

CSEO

beta2_pH

11

4

-3.282

-1.448

-19.100

-0.443

1.434

4.540

-0.404

CSEO

beta3_pH

11

1

35.396

32.396

29.835

42.992

16.459

5.353

0.560

CSEO

beta4_pH

11

1

0.478

0.457

0.429

0.550

6.667

0.042

0.498

CSEO

beta0_pelagic

11

-0.298

-0.233

-0.809

0.038

2.683

0.245

-0.265

CSEO

beta1_pelagic

11

1.320

1.247

0.909

1.954

2.953

0.305

0.239

CSEO

beta2_pelagic

11

1.204

0.775

0.213

4.363

1.346

1.108

0.387

CSEO

beta3_pelagic

11

29.323

29.361

27.062

32.192

1.242

1.234

-0.031

CSEO

beta2_yellow

11

-2.605

-1.981

-12.446

-0.517

1.351

2.906

-0.215

CSEO

beta2_pH

12

1

1.663

1.298

0.618

3.834

1.735

0.935

0.391

EWYKT

beta2_pH

12

4

-4.060

-2.313

-19.750

-0.697

1.335

4.550

-0.384

EWYKT

beta3_pH

12

1

30.658

30.697

29.569

31.563

1.136

0.518

-0.075

EWYKT

beta0_yellow

12

-1.169

-1.143

-1.538

-0.942

1.128

0.172

-0.151

EWYKT

beta0_pH

13

1

-1.132

-0.932

-2.359

-0.651

1.835

0.516

-0.387

NSEI

beta0_pH

13

4

0.351

0.409

-1.044

1.145

1.706

0.514

-0.113

NSEI

beta1_pH

13

1

4.209

3.743

3.313

7.989

1.801

1.228

0.379

NSEI

beta1_pH

13

4

1.689

1.625

0.813

3.159

1.692

0.553

0.116

NSEI

beta2_pH

13

1

0.877

0.841

0.163

1.924

1.476

0.473

0.076

NSEI

beta2_pH

13

3

-5.325

-4.148

-15.375

-0.998

1.150

3.898

-0.302

NSEI

beta2_pH

13

4

-3.903

-2.352

-18.974

-0.615

1.374

4.456

-0.348

NSEI

beta3_pH

13

1

31.008

30.777

29.688

34.608

1.294

1.058

0.218

NSEI

beta0_pelagic

13

-0.303

-0.208

-1.111

0.214

1.190

0.380

-0.250

NSEI

beta1_pelagic

13

2.129

2.362

0.719

3.374

1.282

0.808

-0.288

NSEI

beta2_pelagic

13

0.508

0.222

0.098

3.311

1.296

0.857

0.334

NSEI

beta3_pelagic

13

35.244

34.991

28.632

40.687

1.457

3.337

0.076

NSEI

beta1_yellow

13

2.403

2.304

1.535

3.758

1.189

0.568

0.174

NSEI

beta2_yellow

13

-1.343

-0.654

-7.362

-0.257

1.120

2.330

-0.296

NSEI

beta0_black

13

0.524

0.438

0.021

1.299

1.459

0.387

0.222

NSEI

beta1_black

13

1.104

1.206

0.019

1.951

1.305

0.565

-0.181

NSEI

beta3_black

13

36.674

37.848

22.275

41.356

1.285

4.241

-0.277

NSEI

beta0_pH

14

4

0.141

0.113

-0.693

1.025

1.105

0.448

0.063

NSEO

beta1_pH

14

1

2.939

2.938

2.326

3.539

1.171

0.328

0.003

NSEO

beta2_pH

14

1

1.344

1.034

0.521

3.703

1.573

0.820

0.378

NSEO

beta2_pH

14

4

-3.435

-1.933

-19.147

-0.641

1.506

4.365

-0.344

NSEO

beta0_pelagic

14

-0.236

-0.230

-0.527

0.026

1.123

0.143

-0.042

NSEO

beta3_pelagic

14

34.653

34.257

31.532

39.729

1.202

1.946

0.203

NSEO

beta0_pH

15

1

-0.019

-0.010

-0.441

0.392

1.103

0.221

-0.041

SSEI

beta0_pH

15

4

0.274

0.232

-0.765

1.220

1.821

0.499

0.084

SSEI

beta1_pH

15

4

1.722

1.763

0.645

2.724

1.765

0.535

-0.077

SSEI

beta2_pH

15

1

1.054

0.863

0.352

3.401

1.392

0.702

0.272

SSEI

beta2_pH

15

4

-4.080

-2.382

-19.023

-0.589

1.337

4.669

-0.364

SSEI

beta3_pH

15

4

41.805

41.897

40.030

42.890

1.157

0.747

-0.123

SSEI

beta0_yellow

15

-1.019

-1.013

-1.300

-0.790

1.180

0.124

-0.049

SSEI

beta2_yellow

15

-5.863

-3.353

-19.901

-0.650

1.355

5.435

-0.462

SSEI

beta3_yellow

15

32.094

30.968

28.156

38.443

1.356

3.188

0.353

SSEI

beta0_pH

16

1

-0.686

-0.679

-1.053

-0.308

1.175

0.194

-0.036

SSEO

beta1_pH

16

1

3.665

3.654

3.098

4.232

1.240

0.293

0.038

SSEO

beta2_pH

16

1

1.500

1.155

0.683

3.745

2.125

0.838

0.411

SSEO

beta2_pH

16

4

-4.430

-2.948

-19.094

-1.103

1.335

4.324

-0.343

SSEO

beta0_pelagic

16

-0.359

-0.287

-1.209

0.067

1.228

0.295

-0.244

SSEO

beta1_pelagic

16

1.418

1.281

0.682

2.544

1.167

0.484

0.283

SSEO

beta3_pelagic

16

31.431

31.257

26.954

38.682

1.283

2.260

0.077

SSEO

mu_beta1_pH

2

1

2.342

2.141

1.222

4.884

1.104

1.258

0.160

NG

mu_beta2_pH

2

1

1.702

1.063

0.018

7.676

1.147

1.985

0.322

NG

tau_beta2_pH

2

1

8.608

1.360

0.054

67.083

1.135

16.861

0.430

NG

beta0_pH

2

1

0.864

0.850

0.389

1.289

1.540

0.273

0.051

NG

beta1_pH

2

1

2.550

2.268

1.657

4.399

1.429

0.727

0.388

NG

beta2_pH

2

1

0.564

0.403

0.104

2.016

1.246

0.524

0.307

NG

beta3_pH

2

1

31.924

31.675

28.109

37.509

1.109

2.205

0.113

NG

beta2_yellow

2

-6.703

-3.544

-23.056

-0.335

1.470

6.398

-0.494

NG

mu_beta0_pH

3

4

0.456

0.448

-0.464

1.343

1.168

0.478

0.017

PWSI

mu_beta1_pH

3

1

3.028

2.988

1.969

4.363

1.227

0.629

0.064

PWSI

tau_beta1_pH

3

1

17.266

10.637

1.116

72.451

1.298

18.284

0.363

PWSI

tau_beta1_pH

3

4

10.666

5.793

0.619

58.762

1.365

14.536

0.335

PWSI

mu_beta2_pH

3

1

2.134

1.031

0.070

9.522

1.602

2.551

0.432

PWSI

mu_beta2_pH

3

3

-5.193

-4.282

-14.357

-0.446

1.114

3.711

-0.245

PWSI

mu_beta2_pH

3

4

-1.171

-1.275

-18.996

11.013

1.251

6.432

0.016

PWSI

tau_beta2_pH

3

1

11.072

2.344

0.043

71.724

1.407

18.974

0.460

PWSI

beta0_pH

3

1

0.786

0.990

-0.826

1.544

2.424

0.647

-0.315

PWSI

beta1_pH

3

1

2.845

2.688

1.417

4.774

2.739

0.981

0.160

PWSI

beta2_pH

3

1

0.498

0.240

0.083

2.286

1.707

0.592

0.436

PWSI

beta3_pH

3

1

32.179

32.432

24.445

39.093

1.181

3.175

-0.080

PWSI

beta0_pelagic

3

0.108

0.127

-0.391

0.486

1.289

0.238

-0.080

PWSI

beta1_pelagic

3

0.825

0.808

0.412

1.395

1.226

0.241

0.071

PWSI

beta3_pelagic

3

26.882

26.263

22.567

31.208

1.224

2.786

0.222

PWSI

beta2_yellow

3

-6.221

-4.899

-20.001

-0.289

1.163

5.285

-0.250

PWSI

beta0_pH

4

1

0.807

0.892

-0.177

1.713

1.433

0.500

-0.170

PWSO

beta1_pH

4

1

3.304

3.033

1.907

5.963

2.202

1.058

0.256

PWSO

beta2_pH

4

1

0.343

0.268

0.094

1.076

1.550

0.335

0.224

PWSO

beta3_pH

4

1

32.136

31.368

26.153

38.548

2.120

3.381

0.227

PWSO

beta0_pelagic

4

0.168

0.183

-0.413

0.598

1.121

0.220

-0.068

PWSO

beta1_pelagic

4

0.891

0.876

0.431

1.425

1.109

0.238

0.063

PWSO

beta2_pelagic

4

6.116

4.150

0.241

21.268

1.310

5.919

0.332

PWSO

beta2_pH

5

1

2.419

1.777

0.375

9.547

1.143

2.306

0.278

BSAI

beta0_pH

6

1

-0.360

-0.340

-1.119

0.210

1.129

0.319

-0.063

SOKO2SAP

beta1_pH

6

1

2.102

1.979

1.127

3.909

1.140

0.688

0.179

SOKO2SAP

beta2_pH

6

1

1.364

0.540

0.163

8.075

1.155

2.134

0.386

SOKO2SAP

beta3_pH

6

1

34.625

34.131

27.452

41.865

1.443

3.393

0.146

SOKO2SAP

beta4_pH

6

5

1.020

0.757

0.196

3.181

1.239

2.864

0.092

SOKO2SAP

beta4_pelagic

7

0.271

0.761

-14.111

14.392

1.202

12.051

-0.041

WKMA

beta2_pH

8

1

1.338

0.572

0.189

7.392

1.197

2.023

0.379

afognak

beta2_pH

8

3

2.568

1.766

0.524

9.004

1.169

2.269

0.353

afognak

beta3_pH

8

1

38.054

38.410

31.590

41.721

1.131

2.531

-0.141

afognak

beta0_black

8

0.979

0.966

0.531

1.504

1.210

0.247

0.053

afognak

beta0_pH

9

1

-0.470

-0.413

-1.670

0.262

1.108

0.461

-0.124

eastside

beta0_pH

9

3

-3.109

-3.016

-5.473

-1.366

1.143

1.004

-0.093

eastside

beta1_pH

9

3

5.695

5.340

3.474

10.475

1.291

1.646

0.216

eastside

beta2_pH

9

1

1.760

0.816

0.237

8.239

1.125

2.225

0.424

eastside

beta3_pH

9

1

30.646

30.723

26.803

35.063

1.278

2.324

-0.033

eastside

lambda_H

10

0.335

0.175

0.027

1.234

1.130

1.311

0.122

northeast

b1_pG

15

30.700

30.813

14.661

46.852

1.108

8.975

-0.013

SSEI

lambda_H

16

0.806

0.308

0.032

4.506

1.185

1.810

0.275

SSEO

pG

2

44

0.711

0.709

0.627

0.802

1.104

0.044

0.046

NG

pG

2

47

0.757

0.754

0.662

0.873

1.134

0.052

0.058

NG

lambda_H

5

3.817

0.626

0.016

27.014

1.190

11.089

0.288

BSAI

pG

6

31

0.302

0.290

0.115

0.578

1.138

0.118

0.101

SOKO2SAP

pG

6

32

0.269

0.259

0.091

0.510

1.138

0.109

0.092

SOKO2SAP

pG

6

42

0.121

0.116

0.049

0.225

1.112

0.046

0.110

SOKO2SAP

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

1,838.00

391.00

2,258.00

477.00

Prop. of total

0.82

0.18

0.83

0.17

Prop. median less than 1

0.10

0.12

0.16

0.34

Prop. median less than 10

0.17

0.35

0.29

0.58

Prop. median less than 50

0.27

0.56

0.42

0.68

Median of the median values

635.56

29.29

123.13

4.78

Mean of the median values

2,030.68

545.23

933.02

271.80

Mean skew of posteriors

0.18

0.27

0.25

0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

44.00

17.00

332.00

55.00

Prop. of total

0.72

0.28

0.86

0.14

Prop. median less than 1

0.45

0.29

0.20

0.64

Prop. median less than 10

0.45

0.53

0.28

0.89

Prop. median less than 50

0.55

0.82

0.30

0.93

Median of the median values

36.24

6.60

424.41

0.27

Mean of the median values

2,113.30

298.18

1,128.64

8.21

Mean skew of posteriors

0.20

0.22

0.26

0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta0_black

2

beta0_pelagic

6

beta0_pH

12

beta0_yellow

2

beta1_black

1

beta1_pelagic

4

beta1_pH

12

beta1_yellow

1

beta2_pelagic

3

beta2_pH

22

beta2_yellow

5

beta3_black

1

beta3_pelagic

5

beta3_pH

10

beta3_yellow

1

beta4_pelagic

1

beta4_pH

4

Bp_ay

10

Bp_ayg

13

H_ay

2

H_ayg

1

H_ayu

2

Hb_ay

15

Hb_ayg

2

Hb_ayu

2

Hd_ay

1

Hd_ayg

1

Ho_ay

9

Ho_ayg

2

Ho_ayu

22

Hp_ay

16

Hp_ayg

2

Hp_ayu

2

Hs_ay

1

Hs_ayg

1

Hs_ayu

6

Htrend_ay

7

Hy_ay

8

Hy_ayg

3

lambda_H

3

mu_beta0_pH

2

mu_beta1_pH

2

mu_beta2_pH

4

p_black

2

p_pelagic

37

p_slope

3

pG

4

pH

114

R_ay

61

R_ayg

91

R_ayu

24

Rb_ay

75

Rb_ayg

82

Rb_ayu

34

Rd_ay

4

Rd_ayg

1

Rd_ayu

6

re_black

18

re_pelagic

76

re_pH

209

re_yellow

22

Ro_ay

45

Ro_ayg

31

Ro_ayu

56

Rp_ay

73

Rp_ayg

83

Rp_ayu

35

Rs_ay

2

Rs_ayg

14

Rs_ayu

19

Ry_ay

15

Ry_ayg

12

Ry_ayu

25

sd_pH

1

tau_beta0_pH

1

tau_beta1_pH

2

tau_beta2_pH

2

tau_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.145 0.064 -0.267 -0.146 -0.014
mu_bc_H[2] -0.111 0.039 -0.180 -0.114 -0.025
mu_bc_H[3] -0.421 0.068 -0.548 -0.424 -0.281
mu_bc_H[4] -1.157 0.222 -1.630 -1.146 -0.743
mu_bc_H[5] 1.365 1.296 0.013 1.064 4.710
mu_bc_H[6] -2.349 0.360 -3.008 -2.356 -1.609
mu_bc_H[7] -0.485 0.109 -0.709 -0.483 -0.278
mu_bc_H[8] 0.279 0.362 -0.309 0.247 1.107
mu_bc_H[9] -0.346 0.148 -0.648 -0.340 -0.070
mu_bc_H[10] -0.126 0.063 -0.245 -0.126 0.000
mu_bc_H[11] -0.115 0.039 -0.190 -0.114 -0.041
mu_bc_H[12] -0.263 0.113 -0.507 -0.256 -0.063
mu_bc_H[13] -0.178 0.071 -0.314 -0.178 -0.039
mu_bc_H[14] -0.358 0.099 -0.573 -0.351 -0.177
mu_bc_H[15] -0.336 0.049 -0.427 -0.337 -0.238
mu_bc_H[16] -0.210 0.400 -0.909 -0.234 0.675
mu_bc_R[1] 1.636 0.185 1.265 1.639 1.998
mu_bc_R[2] 1.611 0.093 1.430 1.610 1.791
mu_bc_R[3] 1.369 0.150 1.067 1.365 1.667
mu_bc_R[4] 1.100 0.181 0.725 1.099 1.446
mu_bc_R[5] 1.512 0.779 -0.023 1.536 2.953
mu_bc_R[6] -2.021 0.707 -3.395 -2.017 -0.654
mu_bc_R[7] 0.303 0.200 -0.082 0.301 0.702
mu_bc_R[8] 0.524 0.232 0.092 0.516 1.010
mu_bc_R[9] 0.628 0.262 0.101 0.627 1.139
mu_bc_R[10] 1.570 0.163 1.247 1.567 1.879
mu_bc_R[11] 0.982 0.130 0.722 0.979 1.243
mu_bc_R[12] 0.950 0.286 0.408 0.947 1.510
mu_bc_R[13] 1.140 0.173 0.804 1.138 1.489
mu_bc_R[14] 1.185 0.218 0.750 1.189 1.602
mu_bc_R[15] 0.698 0.187 0.338 0.696 1.076
mu_bc_R[16] 1.116 0.169 0.787 1.116 1.448
tau_pH[1] 2.215 0.290 1.703 2.252 2.723
tau_pH[2] 1.578 0.153 1.300 1.570 1.897
tau_pH[3] 1.322 0.124 1.097 1.315 1.591
tau_pH[4] 1.220 0.174 0.926 1.199 1.596
tau_pH[5] 0.457 0.080 0.321 0.452 0.633
beta0_pH[1,1] 0.317 0.287 -0.272 0.388 0.735
beta0_pH[2,1] 0.864 0.273 0.389 0.850 1.289
beta0_pH[3,1] 0.786 0.647 -0.826 0.990 1.544
beta0_pH[4,1] 0.807 0.500 -0.177 0.892 1.713
beta0_pH[5,1] -0.810 0.390 -1.724 -0.765 -0.182
beta0_pH[6,1] -0.360 0.319 -1.119 -0.340 0.210
beta0_pH[7,1] 0.758 0.011 0.738 0.758 0.778
beta0_pH[8,1] -0.246 0.256 -0.808 -0.186 0.135
beta0_pH[9,1] -0.470 0.461 -1.670 -0.413 0.262
beta0_pH[10,1] 0.146 0.187 -0.197 0.139 0.537
beta0_pH[11,1] 0.440 0.251 -0.072 0.448 0.854
beta0_pH[12,1] 0.649 0.217 0.234 0.646 1.085
beta0_pH[13,1] -1.132 0.516 -2.359 -0.932 -0.651
beta0_pH[14,1] -0.080 0.187 -0.436 -0.079 0.245
beta0_pH[15,1] -0.019 0.221 -0.441 -0.010 0.392
beta0_pH[16,1] -0.686 0.194 -1.053 -0.679 -0.308
beta0_pH[1,2] 2.566 0.084 2.406 2.565 2.736
beta0_pH[2,2] 3.080 0.022 3.036 3.080 3.123
beta0_pH[3,2] 3.628 0.040 3.552 3.627 3.710
beta0_pH[4,2] 2.936 0.019 2.897 2.936 2.973
beta0_pH[5,2] 4.577 1.368 2.782 4.309 8.117
beta0_pH[6,2] 3.326 0.158 3.024 3.320 3.646
beta0_pH[7,2] 2.032 0.049 1.938 2.031 2.128
beta0_pH[8,2] 2.821 0.066 2.695 2.819 2.960
beta0_pH[9,2] 3.970 0.206 3.587 3.966 4.395
beta0_pH[10,2] 3.996 0.127 3.754 3.994 4.253
beta0_pH[11,2] 1.885 0.009 1.868 1.885 1.904
beta0_pH[12,2] 1.790 0.069 1.657 1.788 1.931
beta0_pH[13,2] 2.496 0.026 2.444 2.495 2.548
beta0_pH[14,2] 1.804 0.024 1.758 1.803 1.853
beta0_pH[15,2] 2.545 0.017 2.511 2.545 2.578
beta0_pH[16,2] 2.759 0.025 2.711 2.759 2.809
beta0_pH[1,3] 1.126 0.322 0.305 1.182 1.675
beta0_pH[2,3] 2.127 0.018 2.093 2.127 2.162
beta0_pH[3,3] 2.692 0.024 2.646 2.691 2.739
beta0_pH[4,3] 2.980 0.034 2.913 2.981 3.047
beta0_pH[5,3] 3.427 1.952 0.920 2.998 8.439
beta0_pH[6,3] 1.355 0.364 0.719 1.322 2.137
beta0_pH[7,3] 0.860 0.050 0.763 0.859 0.959
beta0_pH[8,3] 0.288 0.150 -0.051 0.300 0.549
beta0_pH[9,3] -3.109 1.004 -5.473 -3.016 -1.366
beta0_pH[10,3] -0.413 0.832 -2.384 -0.331 0.923
beta0_pH[11,3] 1.105 0.425 0.225 1.125 1.879
beta0_pH[12,3] 1.033 0.628 -0.227 1.006 2.245
beta0_pH[13,3] 0.941 0.426 0.073 0.952 1.747
beta0_pH[14,3] 0.567 0.387 -0.248 0.579 1.278
beta0_pH[15,3] 0.674 0.401 -0.180 0.682 1.418
beta0_pH[16,3] 1.193 0.558 0.133 1.184 2.295
beta0_pH[11,4] 0.511 0.452 -0.444 0.524 1.406
beta0_pH[12,4] 0.746 0.645 -0.503 0.726 2.016
beta0_pH[13,4] 0.351 0.514 -1.044 0.409 1.145
beta0_pH[14,4] 0.141 0.448 -0.693 0.113 1.025
beta0_pH[15,4] 0.274 0.499 -0.765 0.232 1.220
beta0_pH[16,4] 0.728 0.568 -0.366 0.710 1.935
beta0_pH[11,5] 2.960 0.139 2.693 2.955 3.249
beta0_pH[12,5] -0.684 0.563 -1.790 -0.683 0.456
beta0_pH[13,5] 4.863 0.425 4.071 4.857 5.705
beta0_pH[14,5] 3.860 0.356 3.209 3.840 4.596
beta0_pH[15,5] 2.283 0.119 2.061 2.278 2.535
beta0_pH[16,5] 0.194 0.092 0.049 0.180 0.409
beta1_pH[1,1] 3.441 1.246 2.140 3.024 7.313
beta1_pH[2,1] 2.550 0.727 1.657 2.268 4.399
beta1_pH[3,1] 2.845 0.981 1.417 2.688 4.774
beta1_pH[4,1] 3.304 1.058 1.907 3.033 5.963
beta1_pH[5,1] 2.342 0.476 1.541 2.304 3.400
beta1_pH[6,1] 2.102 0.688 1.127 1.979 3.909
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.079 0.559 0.874 2.074 3.146
beta1_pH[9,1] 1.985 0.558 1.034 1.965 3.510
beta1_pH[10,1] 2.238 0.347 1.627 2.242 2.896
beta1_pH[11,1] 2.362 0.621 1.231 2.487 3.402
beta1_pH[12,1] 2.820 0.323 2.141 2.839 3.396
beta1_pH[13,1] 4.209 1.228 3.313 3.743 7.989
beta1_pH[14,1] 2.939 0.328 2.326 2.938 3.539
beta1_pH[15,1] 2.491 0.313 1.896 2.481 3.071
beta1_pH[16,1] 3.665 0.293 3.098 3.654 4.232
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 1.987 1.082 0.066 1.891 4.828
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.891 1.267 1.729 3.738 6.811
beta1_pH[9,3] 5.695 1.646 3.474 5.340 10.475
beta1_pH[10,3] 5.179 2.009 2.453 4.686 10.291
beta1_pH[11,3] 2.202 0.472 1.315 2.191 3.146
beta1_pH[12,3] 3.022 0.618 1.859 3.020 4.313
beta1_pH[13,3] 2.050 0.454 1.176 2.046 2.943
beta1_pH[14,3] 2.221 0.436 1.402 2.210 3.163
beta1_pH[15,3] 2.162 0.457 1.304 2.154 3.136
beta1_pH[16,3] 3.299 0.615 2.088 3.304 4.477
beta1_pH[11,4] 2.362 0.452 1.408 2.378 3.254
beta1_pH[12,4] 3.096 0.666 1.803 3.092 4.370
beta1_pH[13,4] 1.689 0.553 0.813 1.625 3.159
beta1_pH[14,4] 2.297 0.510 1.239 2.342 3.231
beta1_pH[15,4] 1.722 0.535 0.645 1.763 2.724
beta1_pH[16,4] 3.250 0.629 1.948 3.276 4.430
beta1_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1] 0.572 0.428 0.179 0.458 1.746
beta2_pH[2,1] 0.564 0.524 0.104 0.403 2.016
beta2_pH[3,1] 0.498 0.592 0.083 0.240 2.286
beta2_pH[4,1] 0.343 0.335 0.094 0.268 1.076
beta2_pH[5,1] 2.419 2.306 0.375 1.777 9.547
beta2_pH[6,1] 1.364 2.134 0.163 0.540 8.075
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 1.338 2.023 0.189 0.572 7.392
beta2_pH[9,1] 1.760 2.225 0.237 0.816 8.239
beta2_pH[10,1] 1.770 2.250 0.324 0.933 8.957
beta2_pH[11,1] -0.577 2.026 -5.543 0.474 1.342
beta2_pH[12,1] 1.663 0.935 0.618 1.298 3.834
beta2_pH[13,1] 0.877 0.473 0.163 0.841 1.924
beta2_pH[14,1] 1.344 0.820 0.521 1.034 3.703
beta2_pH[15,1] 1.054 0.702 0.352 0.863 3.401
beta2_pH[16,1] 1.500 0.838 0.683 1.155 3.745
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 6.973 6.564 0.214 5.513 22.648
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 2.568 2.269 0.524 1.766 9.004
beta2_pH[9,3] 0.497 0.514 0.136 0.409 1.373
beta2_pH[10,3] 0.658 1.048 0.132 0.373 3.283
beta2_pH[11,3] -5.407 4.066 -15.439 -4.317 -0.635
beta2_pH[12,3] -6.154 4.124 -15.914 -5.161 -0.975
beta2_pH[13,3] -5.325 3.898 -15.375 -4.148 -0.998
beta2_pH[14,3] -5.621 3.804 -15.223 -4.493 -1.270
beta2_pH[15,3] -5.776 3.847 -14.621 -4.752 -0.990
beta2_pH[16,3] -5.900 3.866 -15.485 -4.759 -1.506
beta2_pH[11,4] -3.282 4.540 -19.100 -1.448 -0.443
beta2_pH[12,4] -4.060 4.550 -19.750 -2.313 -0.697
beta2_pH[13,4] -3.903 4.456 -18.974 -2.352 -0.615
beta2_pH[14,4] -3.435 4.365 -19.147 -1.933 -0.641
beta2_pH[15,4] -4.080 4.669 -19.023 -2.382 -0.589
beta2_pH[16,4] -4.430 4.324 -19.094 -2.948 -1.103
beta2_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1] 35.663 1.885 33.000 35.373 40.768
beta3_pH[2,1] 31.924 2.205 28.109 31.675 37.509
beta3_pH[3,1] 32.179 3.175 24.445 32.432 39.093
beta3_pH[4,1] 32.136 3.381 26.153 31.368 38.548
beta3_pH[5,1] 27.466 0.828 25.892 27.449 29.115
beta3_pH[6,1] 34.625 3.393 27.452 34.131 41.865
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 38.054 2.531 31.590 38.410 41.721
beta3_pH[9,1] 30.646 2.324 26.803 30.723 35.063
beta3_pH[10,1] 31.799 1.108 29.898 31.729 34.241
beta3_pH[11,1] 35.396 5.353 29.835 32.396 42.992
beta3_pH[12,1] 30.658 0.518 29.569 30.697 31.563
beta3_pH[13,1] 31.008 1.058 29.688 30.777 34.608
beta3_pH[14,1] 32.204 0.676 31.070 32.137 33.707
beta3_pH[15,1] 30.797 0.703 29.541 30.754 32.313
beta3_pH[16,1] 29.915 0.330 29.249 29.906 30.672
beta3_pH[1,2] 34.046 5.230 25.498 34.065 42.599
beta3_pH[2,2] 33.962 5.214 25.481 33.947 42.548
beta3_pH[3,2] 30.371 7.188 18.794 30.432 42.397
beta3_pH[4,2] 30.321 7.226 18.635 30.143 42.319
beta3_pH[5,2] 30.860 7.277 18.852 31.063 42.436
beta3_pH[6,2] 30.777 7.191 18.679 30.911 42.443
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 38.685 3.122 30.561 39.931 42.258
beta3_pH[2,3] 34.068 5.164 25.517 34.164 42.546
beta3_pH[3,3] 30.531 7.216 18.650 30.522 42.316
beta3_pH[4,3] 30.667 7.182 18.589 30.707 42.447
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.746 0.634 40.373 41.721 42.892
beta3_pH[9,3] 30.354 1.826 28.139 30.090 34.303
beta3_pH[10,3] 36.043 2.457 31.942 35.755 41.685
beta3_pH[11,3] 40.675 0.971 39.059 40.664 42.676
beta3_pH[12,3] 41.734 1.088 39.106 42.231 42.842
beta3_pH[13,3] 41.422 0.669 40.065 41.421 42.751
beta3_pH[14,3] 40.449 0.638 39.131 40.459 41.650
beta3_pH[15,3] 40.629 0.660 39.104 40.644 41.889
beta3_pH[16,3] 41.984 0.392 41.138 42.011 42.748
beta3_pH[11,4] 40.708 1.030 38.887 40.689 42.685
beta3_pH[12,4] 41.784 0.834 39.852 42.047 42.861
beta3_pH[13,4] 42.037 0.662 40.464 42.118 42.955
beta3_pH[14,4] 40.502 0.732 39.054 40.553 41.727
beta3_pH[15,4] 41.805 0.747 40.030 41.897 42.890
beta3_pH[16,4] 41.938 0.414 41.089 41.963 42.738
beta3_pH[11,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,5] 25.000 0.000 25.000 25.000 25.000
beta4_pH[1,1] 0.260 0.021 0.221 0.260 0.302
beta4_pH[2,1] 0.208 0.005 0.198 0.208 0.218
beta4_pH[3,1] 0.171 0.007 0.157 0.171 0.185
beta4_pH[4,1] 0.292 0.011 0.270 0.292 0.314
beta4_pH[5,1] 0.822 1.227 0.124 0.594 2.857
beta4_pH[6,1] 0.956 1.000 0.192 0.747 2.818
beta4_pH[7,1] 0.826 0.332 0.317 0.770 1.601
beta4_pH[8,1] 0.168 0.076 0.044 0.159 0.339
beta4_pH[9,1] 0.212 0.086 0.060 0.205 0.390
beta4_pH[10,1] 0.001 0.001 0.000 0.001 0.003
beta4_pH[11,1] 0.478 0.042 0.429 0.457 0.550
beta4_pH[12,1] 0.612 0.024 0.564 0.612 0.660
beta4_pH[13,1] 0.625 0.014 0.598 0.625 0.652
beta4_pH[14,1] 0.648 0.033 0.587 0.647 0.714
beta4_pH[15,1] 0.796 0.021 0.756 0.796 0.838
beta4_pH[16,1] 1.086 0.046 0.999 1.084 1.177
beta4_pH[1,2] 0.312 0.095 0.141 0.307 0.519
beta4_pH[2,2] 0.509 0.023 0.467 0.509 0.554
beta4_pH[3,2] 0.443 0.012 0.420 0.443 0.466
beta4_pH[4,2] 0.653 0.038 0.580 0.652 0.733
beta4_pH[5,2] 0.791 0.812 0.116 0.598 2.654
beta4_pH[6,2] 0.970 0.972 0.198 0.755 3.211
beta4_pH[7,2] 0.890 0.431 0.343 0.811 1.907
beta4_pH[8,2] 0.845 0.205 0.474 0.834 1.290
beta4_pH[9,2] 1.212 1.884 0.308 0.877 3.794
beta4_pH[10,2] 0.455 0.051 0.355 0.454 0.559
beta4_pH[11,2] 1.287 0.054 1.186 1.286 1.398
beta4_pH[12,2] 0.570 0.109 0.375 0.564 0.796
beta4_pH[13,2] 0.951 0.045 0.866 0.950 1.042
beta4_pH[14,2] 0.942 0.067 0.816 0.939 1.080
beta4_pH[15,2] 1.016 0.026 0.968 1.015 1.068
beta4_pH[16,2] 1.324 0.099 1.136 1.320 1.524
beta4_pH[1,3] 0.278 0.087 0.121 0.273 0.457
beta4_pH[2,3] 0.046 0.016 0.017 0.045 0.080
beta4_pH[3,3] 0.044 0.009 0.025 0.044 0.063
beta4_pH[4,3] 0.170 0.031 0.110 0.170 0.230
beta4_pH[5,3] 0.806 0.771 0.116 0.613 2.784
beta4_pH[6,3] 0.990 1.151 0.187 0.768 3.079
beta4_pH[7,3] 0.889 0.427 0.345 0.811 1.872
beta4_pH[8,3] 0.411 0.190 0.105 0.390 0.846
beta4_pH[9,3] 1.038 1.135 0.160 0.728 3.700
beta4_pH[10,3] 0.059 0.041 0.003 0.051 0.150
beta4_pH[11,3] 0.364 0.016 0.334 0.364 0.395
beta4_pH[12,3] 0.424 0.044 0.343 0.422 0.513
beta4_pH[13,3] 0.839 0.037 0.768 0.839 0.913
beta4_pH[14,3] 0.822 0.066 0.698 0.819 0.955
beta4_pH[15,3] 0.635 0.017 0.604 0.634 0.668
beta4_pH[16,3] 0.597 0.048 0.503 0.595 0.695
beta4_pH[1,4] 0.634 0.348 0.210 0.561 1.526
beta4_pH[2,4] 0.812 0.925 0.119 0.575 2.765
beta4_pH[3,4] 0.951 1.970 0.107 0.619 3.567
beta4_pH[4,4] 0.724 0.465 0.195 0.616 1.910
beta4_pH[5,4] 0.798 0.791 0.119 0.611 2.640
beta4_pH[6,4] 0.970 1.071 0.179 0.748 3.158
beta4_pH[7,4] 0.888 0.474 0.348 0.802 1.938
beta4_pH[8,4] 0.733 0.672 0.141 0.598 2.082
beta4_pH[9,4] 0.767 0.841 0.108 0.561 2.725
beta4_pH[10,4] 4.451 94.738 0.008 0.428 19.630
beta4_pH[11,4] 0.445 0.017 0.411 0.445 0.479
beta4_pH[12,4] 0.556 0.055 0.449 0.554 0.668
beta4_pH[13,4] 0.932 0.036 0.864 0.932 1.003
beta4_pH[14,4] 0.919 0.075 0.779 0.916 1.073
beta4_pH[15,4] 0.717 0.020 0.678 0.717 0.756
beta4_pH[16,4] 0.607 0.049 0.511 0.606 0.703
beta4_pH[1,5] 0.644 0.375 0.210 0.576 1.488
beta4_pH[2,5] 0.811 0.958 0.110 0.569 2.756
beta4_pH[3,5] 0.875 1.151 0.108 0.593 3.404
beta4_pH[4,5] 0.746 0.573 0.209 0.628 1.919
beta4_pH[5,5] 0.824 0.974 0.125 0.614 2.727
beta4_pH[6,5] 1.020 2.864 0.196 0.757 3.181
beta4_pH[7,5] 0.879 0.400 0.348 0.805 1.869
beta4_pH[8,5] 0.743 0.635 0.160 0.591 2.192
beta4_pH[9,5] 0.777 0.921 0.107 0.557 2.704
beta4_pH[10,5] 8.348 256.222 0.008 0.376 17.742
beta4_pH[11,5] 0.603 0.050 0.505 0.602 0.702
beta4_pH[12,5] 0.597 0.179 0.316 0.573 1.006
beta4_pH[13,5] 0.777 0.063 0.661 0.775 0.907
beta4_pH[14,5] 0.844 0.119 0.636 0.837 1.097
beta4_pH[15,5] 1.146 0.072 1.011 1.144 1.293
beta4_pH[16,5] 30.535 30.954 9.510 23.765 93.993
beta0_pelagic[1] 2.266 0.037 2.197 2.265 2.340
beta0_pelagic[2] 1.538 0.007 1.524 1.538 1.552
beta0_pelagic[3] 0.108 0.238 -0.391 0.127 0.486
beta0_pelagic[4] 0.168 0.220 -0.413 0.183 0.598
beta0_pelagic[5] 1.451 0.156 1.161 1.443 1.758
beta0_pelagic[6] 1.354 0.059 1.237 1.351 1.477
beta0_pelagic[7] 1.481 0.039 1.407 1.482 1.561
beta0_pelagic[8] 1.675 0.043 1.597 1.674 1.761
beta0_pelagic[9] 2.838 0.069 2.705 2.837 2.975
beta0_pelagic[10] 2.604 0.031 2.543 2.604 2.664
beta0_pelagic[11] -0.298 0.245 -0.809 -0.233 0.038
beta0_pelagic[12] 1.799 0.035 1.736 1.797 1.868
beta0_pelagic[13] -0.303 0.380 -1.111 -0.208 0.214
beta0_pelagic[14] -0.236 0.143 -0.527 -0.230 0.026
beta0_pelagic[15] -0.246 0.052 -0.364 -0.232 -0.188
beta0_pelagic[16] -0.359 0.295 -1.209 -0.287 0.067
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.825 0.241 0.412 0.808 1.395
beta1_pelagic[4] 0.891 0.238 0.431 0.876 1.425
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.320 0.305 0.909 1.247 1.954
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 2.129 0.808 0.719 2.362 3.374
beta1_pelagic[14] 1.779 0.471 1.191 1.677 3.114
beta1_pelagic[15] 0.234 0.274 0.011 0.101 0.927
beta1_pelagic[16] 1.418 0.484 0.682 1.281 2.544
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.013 6.057 0.179 4.006 20.968
beta2_pelagic[4] 6.116 5.919 0.241 4.150 21.268
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.204 1.108 0.213 0.775 4.363
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 0.508 0.857 0.098 0.222 3.311
beta2_pelagic[14] 0.933 0.983 0.206 0.610 3.905
beta2_pelagic[15] 2.490 1.818 0.122 2.133 6.727
beta2_pelagic[16] 1.049 1.367 0.132 0.433 5.336
beta3_pelagic[1] 29.460 6.629 18.489 29.514 40.559
beta3_pelagic[2] 29.631 6.714 18.719 29.753 40.556
beta3_pelagic[3] 26.882 2.786 22.567 26.263 31.208
beta3_pelagic[4] 26.015 1.410 22.861 26.233 29.249
beta3_pelagic[5] 29.702 6.613 18.620 29.788 40.482
beta3_pelagic[6] 29.426 6.650 18.546 29.445 40.486
beta3_pelagic[7] 29.569 6.655 18.560 29.666 40.399
beta3_pelagic[8] 29.624 6.632 18.544 29.621 40.502
beta3_pelagic[9] 29.550 6.689 18.710 29.459 40.567
beta3_pelagic[10] 29.317 6.639 18.527 29.256 40.450
beta3_pelagic[11] 29.323 1.234 27.062 29.361 32.192
beta3_pelagic[12] 29.585 6.671 18.553 29.658 40.421
beta3_pelagic[13] 35.244 3.337 28.632 34.991 40.687
beta3_pelagic[14] 34.653 1.946 31.532 34.257 39.729
beta3_pelagic[15] 33.571 7.211 18.980 36.091 40.914
beta3_pelagic[16] 31.431 2.260 26.954 31.257 38.682
beta0_yellow[1] -0.484 0.079 -0.640 -0.484 -0.335
beta0_yellow[2] 0.544 0.089 0.343 0.552 0.690
beta0_yellow[3] -0.180 0.135 -0.461 -0.176 0.021
beta0_yellow[4] 0.832 0.332 -0.182 0.929 1.179
beta0_yellow[5] 0.270 0.320 -0.408 0.290 0.844
beta0_yellow[6] 0.823 0.105 0.613 0.823 1.029
beta0_yellow[7] 0.999 0.094 0.819 0.999 1.183
beta0_yellow[8] 1.028 0.091 0.863 1.028 1.213
beta0_yellow[9] 0.507 0.107 0.289 0.507 0.714
beta0_yellow[10] 0.545 0.070 0.409 0.545 0.687
beta0_yellow[11] 0.012 0.107 -0.221 0.022 0.196
beta0_yellow[12] -1.169 0.172 -1.538 -1.143 -0.942
beta0_yellow[13] -1.205 0.178 -1.612 -1.180 -0.920
beta0_yellow[14] -0.264 0.117 -0.508 -0.258 -0.055
beta0_yellow[15] -1.019 0.124 -1.300 -1.013 -0.790
beta0_yellow[16] -0.327 0.089 -0.549 -0.306 -0.202
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 0.995 0.243 0.538 0.986 1.467
beta1_yellow[3] 0.424 0.274 0.015 0.424 0.948
beta1_yellow[4] 1.338 0.579 0.613 1.189 2.918
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 2.011 0.316 1.482 1.985 2.733
beta1_yellow[12] 0.288 0.524 0.011 0.100 1.729
beta1_yellow[13] 2.403 0.568 1.535 2.304 3.758
beta1_yellow[14] 2.736 0.577 1.773 2.667 4.063
beta1_yellow[15] 0.631 0.293 0.030 0.637 1.197
beta1_yellow[16] 0.166 0.175 0.011 0.098 0.610
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -6.703 6.398 -23.056 -3.544 -0.335
beta2_yellow[3] -6.221 5.285 -20.001 -4.899 -0.289
beta2_yellow[4] -5.141 5.741 -19.280 -2.927 -0.127
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -2.605 2.906 -12.446 -1.981 -0.517
beta2_yellow[12] -7.844 5.843 -21.974 -6.774 -0.393
beta2_yellow[13] -1.343 2.330 -7.362 -0.654 -0.257
beta2_yellow[14] -3.779 4.343 -16.597 -2.009 -0.518
beta2_yellow[15] -5.863 5.435 -19.901 -3.353 -0.650
beta2_yellow[16] -7.880 5.923 -21.947 -6.708 -0.298
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.959 1.237 27.182 28.715 32.210
beta3_yellow[3] 32.031 3.814 21.598 32.388 39.958
beta3_yellow[4] 30.738 3.424 25.742 30.256 37.246
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 30.265 0.734 28.950 30.219 31.796
beta3_yellow[12] 35.091 4.280 28.311 34.806 42.635
beta3_yellow[13] 30.148 0.996 28.313 30.106 32.255
beta3_yellow[14] 29.337 0.543 28.315 29.276 30.534
beta3_yellow[15] 32.094 3.188 28.156 30.968 38.443
beta3_yellow[16] 34.127 3.855 28.299 33.584 42.267
beta0_black[1] 0.010 0.075 -0.135 0.011 0.160
beta0_black[2] 1.855 0.032 1.794 1.854 1.919
beta0_black[3] 1.239 0.037 1.168 1.238 1.312
beta0_black[4] 2.425 0.047 2.333 2.424 2.520
beta0_black[5] 5.096 2.335 1.883 4.648 11.019
beta0_black[6] 5.205 2.201 2.573 4.622 11.009
beta0_black[7] 4.003 1.965 1.641 3.533 9.208
beta0_black[8] 0.979 0.247 0.531 0.966 1.504
beta0_black[9] 2.815 0.272 2.286 2.807 3.363
beta0_black[10] 1.289 0.051 1.191 1.289 1.387
beta0_black[11] 2.978 0.052 2.876 2.979 3.078
beta0_black[12] 4.918 0.191 4.562 4.919 5.296
beta0_black[13] 0.524 0.387 0.021 0.438 1.299
beta0_black[14] 2.851 0.104 2.649 2.850 3.056
beta0_black[15] 0.720 0.052 0.614 0.721 0.821
beta0_black[16] 3.773 0.074 3.627 3.773 3.917
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.564 1.786 -6.738 -2.145 -0.288
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 36.674 4.241 22.275 37.848 41.356
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.324 0.090 -0.497 -0.325 -0.145
beta4_black[2] 0.258 0.052 0.159 0.258 0.360
beta4_black[3] -0.720 0.064 -0.844 -0.720 -0.592
beta4_black[4] 0.630 0.131 0.379 0.632 0.895
beta4_black[5] 0.802 1.691 -1.172 0.508 4.230
beta4_black[6] 0.888 1.556 -0.849 0.565 4.450
beta4_black[7] 0.823 1.640 -1.004 0.505 4.542
beta4_black[8] 0.004 0.328 -0.706 0.023 0.603
beta4_black[9] 1.044 0.807 -0.092 0.906 3.028
beta4_black[10] 0.073 0.068 -0.062 0.073 0.202
beta4_black[11] -0.610 0.065 -0.734 -0.611 -0.480
beta4_black[12] 1.244 0.297 0.676 1.229 1.847
beta4_black[13] -1.006 0.077 -1.166 -1.005 -0.862
beta4_black[14] 0.231 0.181 -0.126 0.232 0.582
beta4_black[15] 0.004 0.047 -0.088 0.003 0.095
beta4_black[16] -0.413 0.120 -0.640 -0.413 -0.174
beta0_dsr[11] -0.329 0.009 -0.346 -0.329 -0.310
beta0_dsr[12] 1.411 0.044 1.329 1.409 1.498
beta0_dsr[13] 0.155 0.021 0.113 0.155 0.195
beta0_dsr[14] -0.127 0.017 -0.161 -0.127 -0.095
beta0_dsr[15] 0.206 0.014 0.179 0.205 0.232
beta0_dsr[16] 0.158 0.015 0.128 0.158 0.188
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.542 0.036 0.474 0.541 0.617
beta4_dsr[12] 0.802 0.228 0.365 0.796 1.262
beta4_dsr[13] -0.077 0.040 -0.156 -0.076 0.000
beta4_dsr[14] -0.205 0.069 -0.345 -0.205 -0.069
beta4_dsr[15] 0.216 0.021 0.174 0.215 0.258
beta4_dsr[16] -0.048 0.046 -0.139 -0.048 0.044
beta0_slope[11] -2.208 0.021 -2.252 -2.208 -2.166
beta0_slope[12] -5.185 0.224 -5.665 -5.177 -4.781
beta0_slope[13] -1.500 0.034 -1.567 -1.500 -1.437
beta0_slope[14] -2.713 0.051 -2.815 -2.713 -2.614
beta0_slope[15] -1.592 0.022 -1.636 -1.592 -1.552
beta0_slope[16] -2.668 0.037 -2.742 -2.667 -2.598
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.334 0.075 -0.484 -0.331 -0.192
beta4_slope[12] -4.673 0.798 -6.356 -4.622 -3.226
beta4_slope[13] 0.328 0.053 0.227 0.328 0.434
beta4_slope[14] -0.163 0.152 -0.464 -0.162 0.132
beta4_slope[15] -0.360 0.033 -0.424 -0.360 -0.295
beta4_slope[16] -0.125 0.099 -0.320 -0.124 0.069
beta5_slope[11] 3.072 0.106 2.872 3.068 3.289
beta5_slope[12] 2.010 0.387 1.304 1.993 2.821
beta5_slope[13] 0.874 0.078 0.726 0.875 1.027
beta5_slope[14] 3.766 0.363 3.113 3.746 4.515
beta5_slope[15] 1.308 0.072 1.174 1.306 1.458
beta5_slope[16] 2.736 0.234 2.300 2.729 3.222
tau_comp[1] 3.804 0.301 3.249 3.792 4.412
tau_comp[2] 2.812 0.237 2.373 2.808 3.305
tau_comp[3] 0.863 0.074 0.720 0.862 1.017
tau_comp[4] 1.769 0.277 1.277 1.747 2.353
tau_comp[5] 1.261 0.185 0.929 1.255 1.662
sigma_H[1] 0.188 0.054 0.088 0.184 0.300
sigma_H[2] 0.172 0.030 0.121 0.169 0.239
sigma_H[3] 0.193 0.043 0.116 0.190 0.287
sigma_H[4] 0.393 0.076 0.263 0.388 0.566
sigma_H[5] 1.046 0.222 0.656 1.034 1.522
sigma_H[6] 0.272 0.203 0.014 0.231 0.740
sigma_H[7] 0.276 0.049 0.194 0.270 0.385
sigma_H[8] 0.430 0.085 0.306 0.417 0.625
sigma_H[9] 0.392 0.074 0.278 0.381 0.566
sigma_H[10] 0.223 0.042 0.151 0.220 0.317
sigma_H[11] 0.266 0.047 0.189 0.261 0.368
sigma_H[12] 0.395 0.154 0.199 0.349 0.732
sigma_H[13] 0.203 0.036 0.142 0.200 0.279
sigma_H[14] 0.463 0.092 0.309 0.456 0.663
sigma_H[15] 0.242 0.038 0.177 0.239 0.327
sigma_H[16] 0.218 0.044 0.144 0.215 0.313
lambda_H[1] 2.619 3.956 0.083 1.197 14.059
lambda_H[2] 8.341 8.262 0.813 5.976 30.583
lambda_H[3] 4.685 6.791 0.233 2.506 22.188
lambda_H[4] 0.008 0.006 0.001 0.007 0.023
lambda_H[5] 3.817 11.089 0.016 0.626 27.014
lambda_H[6] 9.626 14.776 0.024 3.870 49.114
lambda_H[7] 0.015 0.010 0.003 0.012 0.042
lambda_H[8] 8.079 9.834 0.131 4.838 34.160
lambda_H[9] 0.020 0.014 0.003 0.017 0.054
lambda_H[10] 0.335 1.311 0.027 0.175 1.234
lambda_H[11] 0.231 0.379 0.010 0.100 1.193
lambda_H[12] 4.400 5.589 0.244 2.669 19.476
lambda_H[13] 3.358 3.187 0.272 2.433 11.342
lambda_H[14] 3.368 4.267 0.217 2.109 14.096
lambda_H[15] 0.020 0.025 0.003 0.014 0.074
lambda_H[16] 0.806 1.810 0.032 0.308 4.506
mu_lambda_H[1] 4.262 1.913 1.215 4.112 8.430
mu_lambda_H[2] 4.057 1.987 0.720 3.914 8.142
mu_lambda_H[3] 3.412 1.803 0.769 3.131 7.510
sigma_lambda_H[1] 8.446 4.351 1.972 7.822 18.012
sigma_lambda_H[2] 8.695 4.656 1.085 8.252 18.259
sigma_lambda_H[3] 6.252 3.981 1.049 5.368 16.239
beta_H[1,1] 6.657 1.209 3.668 6.842 8.405
beta_H[2,1] 9.882 0.479 8.852 9.899 10.782
beta_H[3,1] 7.907 0.810 6.022 7.986 9.294
beta_H[4,1] 13.287 7.682 -1.239 13.063 29.336
beta_H[5,1] -0.202 2.999 -6.490 -0.004 4.857
beta_H[6,1] 4.634 2.714 -3.274 5.347 7.681
beta_H[7,1] 2.562 5.138 -8.329 2.830 12.343
beta_H[8,1] 1.355 3.993 -2.380 1.196 3.563
beta_H[9,1] 14.092 5.523 4.194 13.813 25.856
beta_H[10,1] 7.047 1.728 3.614 7.130 10.461
beta_H[11,1] 4.561 3.753 -3.413 5.097 9.811
beta_H[12,1] 2.547 0.980 0.743 2.482 4.631
beta_H[13,1] 9.000 0.883 7.048 9.060 10.427
beta_H[14,1] 2.147 1.029 0.008 2.162 4.103
beta_H[15,1] -6.888 3.598 -13.319 -7.058 0.749
beta_H[16,1] 3.868 3.017 -0.829 3.473 10.939
beta_H[1,2] 7.909 0.254 7.383 7.914 8.396
beta_H[2,2] 10.036 0.136 9.765 10.038 10.300
beta_H[3,2] 8.935 0.202 8.529 8.934 9.330
beta_H[4,2] 2.040 1.473 -0.893 2.060 4.823
beta_H[5,2] 1.875 1.100 -0.353 1.881 4.009
beta_H[6,2] 6.271 0.840 4.336 6.345 7.712
beta_H[7,2] 1.935 0.979 0.169 1.857 4.095
beta_H[8,2] 2.980 1.126 1.420 3.126 4.185
beta_H[9,2] 2.626 1.049 0.428 2.667 4.644
beta_H[10,2] 8.165 0.351 7.410 8.176 8.818
beta_H[11,2] 9.880 0.671 8.843 9.772 11.334
beta_H[12,2] 3.950 0.357 3.310 3.932 4.700
beta_H[13,2] 9.160 0.236 8.719 9.145 9.637
beta_H[14,2] 4.082 0.353 3.397 4.078 4.805
beta_H[15,2] 11.524 0.656 10.132 11.546 12.721
beta_H[16,2] 4.587 0.854 3.070 4.559 6.393
beta_H[1,3] 8.569 0.258 8.110 8.558 9.086
beta_H[2,3] 10.103 0.113 9.887 10.101 10.330
beta_H[3,3] 9.641 0.171 9.319 9.634 10.004
beta_H[4,3] -0.574 1.141 -2.719 -0.629 1.814
beta_H[5,3] 4.089 0.698 2.733 4.060 5.531
beta_H[6,3] 7.603 0.842 6.298 7.452 9.718
beta_H[7,3] -2.007 0.624 -3.265 -1.988 -0.793
beta_H[8,3] 5.228 0.572 4.610 5.153 6.208
beta_H[9,3] -1.637 0.716 -3.096 -1.622 -0.279
beta_H[10,3] 8.810 0.276 8.283 8.806 9.355
beta_H[11,3] 8.463 0.303 7.813 8.486 9.000
beta_H[12,3] 5.375 0.303 4.678 5.401 5.882
beta_H[13,3] 8.951 0.181 8.599 8.948 9.308
beta_H[14,3] 5.871 0.270 5.277 5.891 6.362
beta_H[15,3] 10.279 0.306 9.678 10.273 10.879
beta_H[16,3] 6.083 0.794 4.385 6.143 7.505
beta_H[1,4] 8.273 0.177 7.892 8.278 8.592
beta_H[2,4] 10.178 0.116 9.929 10.190 10.382
beta_H[3,4] 10.148 0.160 9.800 10.161 10.434
beta_H[4,4] 11.600 0.438 10.763 11.593 12.461
beta_H[5,4] 5.691 0.890 4.321 5.551 7.715
beta_H[6,4] 7.684 0.613 6.157 7.783 8.603
beta_H[7,4] 8.413 0.320 7.772 8.417 9.042
beta_H[8,4] 6.710 0.263 6.209 6.730 7.120
beta_H[9,4] 7.149 0.384 6.437 7.149 7.957
beta_H[10,4] 7.824 0.249 7.348 7.820 8.331
beta_H[11,4] 9.496 0.196 9.106 9.497 9.881
beta_H[12,4] 7.239 0.197 6.846 7.242 7.641
beta_H[13,4] 9.082 0.133 8.800 9.084 9.340
beta_H[14,4] 7.913 0.211 7.500 7.909 8.337
beta_H[15,4] 9.503 0.230 9.051 9.505 9.952
beta_H[16,4] 9.444 0.278 8.922 9.433 10.025
beta_H[1,5] 9.086 0.150 8.775 9.090 9.374
beta_H[2,5] 10.841 0.092 10.667 10.839 11.028
beta_H[3,5] 10.956 0.163 10.635 10.952 11.288
beta_H[4,5] 8.527 0.436 7.690 8.528 9.408
beta_H[5,5] 5.065 0.742 3.206 5.202 6.163
beta_H[6,5] 8.700 0.481 7.994 8.610 9.899
beta_H[7,5] 6.664 0.316 6.065 6.661 7.294
beta_H[8,5] 8.286 0.226 7.930 8.267 8.744
beta_H[9,5] 8.399 0.375 7.653 8.403 9.137
beta_H[10,5] 10.166 0.248 9.669 10.167 10.648
beta_H[11,5] 11.580 0.223 11.148 11.582 12.007
beta_H[12,5] 8.566 0.188 8.189 8.566 8.948
beta_H[13,5] 10.100 0.124 9.862 10.101 10.344
beta_H[14,5] 9.290 0.208 8.901 9.282 9.719
beta_H[15,5] 11.251 0.236 10.778 11.248 11.710
beta_H[16,5] 9.850 0.203 9.418 9.865 10.201
beta_H[1,6] 10.216 0.232 9.846 10.185 10.787
beta_H[2,6] 11.539 0.109 11.328 11.537 11.756
beta_H[3,6] 10.724 0.166 10.375 10.731 11.039
beta_H[4,6] 12.913 0.758 11.424 12.897 14.409
beta_H[5,6] 5.864 0.742 4.666 5.799 7.542
beta_H[6,6] 8.791 0.389 7.972 8.811 9.505
beta_H[7,6] 10.495 0.540 9.417 10.509 11.528
beta_H[8,6] 9.579 0.281 9.033 9.602 10.013
beta_H[9,6] 8.176 0.620 6.952 8.176 9.437
beta_H[10,6] 9.410 0.352 8.681 9.434 10.004
beta_H[11,6] 10.685 0.370 9.890 10.714 11.333
beta_H[12,6] 9.376 0.236 8.930 9.368 9.873
beta_H[13,6] 11.103 0.151 10.828 11.098 11.418
beta_H[14,6] 9.928 0.268 9.385 9.938 10.453
beta_H[15,6] 10.659 0.428 9.816 10.655 11.495
beta_H[16,6] 10.656 0.257 10.157 10.661 11.155
beta_H[1,7] 10.288 1.220 7.029 10.570 11.939
beta_H[2,7] 12.137 0.429 11.228 12.157 12.949
beta_H[3,7] 10.275 0.699 8.739 10.336 11.457
beta_H[4,7] 1.761 3.922 -6.014 1.776 9.372
beta_H[5,7] 6.176 2.492 1.344 6.223 10.827
beta_H[6,7] 8.554 1.612 4.081 8.926 10.585
beta_H[7,7] 7.912 2.714 2.854 7.922 13.227
beta_H[8,7] 10.967 1.052 9.399 10.955 12.577
beta_H[9,7] 5.461 3.144 -0.769 5.510 11.494
beta_H[10,7] 10.236 1.587 7.432 10.062 13.680
beta_H[11,7] 11.486 1.859 8.229 11.264 15.553
beta_H[12,7] 9.916 0.871 8.126 9.964 11.444
beta_H[13,7] 11.682 0.711 10.017 11.761 12.856
beta_H[14,7] 10.633 0.882 8.820 10.666 12.315
beta_H[15,7] 13.617 2.288 9.155 13.631 17.946
beta_H[16,7] 12.718 1.335 10.534 12.561 15.654
beta0_H[1] 8.202 16.357 -28.823 8.737 41.514
beta0_H[2] 10.683 6.370 -2.630 10.827 22.453
beta0_H[3] 9.396 11.013 -12.819 9.483 30.114
beta0_H[4] 9.258 171.330 -336.672 5.680 367.018
beta0_H[5] 3.992 34.657 -59.407 3.926 75.231
beta0_H[6] 7.810 25.705 -45.781 7.750 60.503
beta0_H[7] 3.811 120.427 -234.697 3.244 247.697
beta0_H[8] 5.771 27.412 -17.151 6.505 25.411
beta0_H[9] 7.177 109.093 -211.779 8.022 223.464
beta0_H[10] 8.365 36.678 -67.778 8.065 87.464
beta0_H[11] 10.453 53.175 -98.456 10.191 129.988
beta0_H[12] 6.797 10.480 -14.119 6.680 29.108
beta0_H[13] 9.863 10.446 -9.697 9.710 30.152
beta0_H[14] 6.829 11.452 -16.113 7.120 29.740
beta0_H[15] 10.876 112.956 -223.069 11.238 240.007
beta0_H[16] 7.023 30.158 -56.294 7.493 69.860